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amelie-iska/README.md
  • Hi, I’m @amelie-iska
  • I’m interested in deep learning applied to protein engineering and drug discovery and developing better reasoning agents with a universal multimodal token-modified transformer that will reason on any modality or any structured or unstructured data types with the generality of universal graph-to-graph function approximation, capability to reason with boolean circuits, the tropical ergodic dynamics of such models, and the implications on tranformer ASIC development and standardization of the industry to a single arch
  • I’m currently thinking about composed architecture design and graph-of-thought reasoning in embedding space, with tropical attention and toric geometry methodologies, search methods with GFlowNets on GoT trajectories, etc.
  • I’m looking to collaborate on AI for Proteins and Medicinal Design and agentic systems that are more expressive, generalizable to OOD data, and universal G2G function approximation
  • How to reach me amelie.iska.math@gmail.com
  • Pronouns: ...She/Her...

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  1. TropicalGT TropicalGT Public

    Python

  2. iska-net iska-net Public

    Universal Graph Model training scaffold for reasoning on graph structured data with applications to biomedicine

    TeX

  3. Tropical_Quivers_of_Archs Tropical_Quivers_of_Archs Public

    A tropical, quiver representation theoretic take on composable learned functions with an embedding space native perspective

    TeX 2

  4. ToricGT-Program ToricGT-Program Public

    TeX

  5. GRH GRH Public

    Wrapping up

  6. Flow-Matching Flow-Matching Public

    A differential topology introduction to flow-matching models with applications to generative biomolecular dynamics via quantum-accurate oracle training paradigms.